Overall
Column
Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

LASSO(2)

LASSO(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8356164
|
0.8289474
|
0.9066667
|
0.8243243
|
0.9178082
|
0.8626726
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
162
|
25
|
3
|
|
Tilted
|
16
|
128
|
4
|
|
Others
|
1
|
2
|
30
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.91
|
0.16
|
0.08
|
|
Tilted
|
0.09
|
0.83
|
0.11
|
|
Others
|
0.01
|
0.01
|
0.81
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7945205
|
0.8289474
|
0.8933333
|
0.8243243
|
0.890411
|
0.8463073
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
159
|
24
|
4
|
|
Tilted
|
20
|
127
|
5
|
|
Others
|
0
|
4
|
28
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.89
|
0.15
|
0.11
|
|
Tilted
|
0.11
|
0.82
|
0.14
|
|
Others
|
0
|
0.03
|
0.76
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7945205
|
0.8289474
|
0.9333333
|
0.8513514
|
0.890411
|
0.8597127
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
157
|
19
|
2
|
|
Tilted
|
21
|
134
|
7
|
|
Others
|
1
|
2
|
28
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.88
|
0.12
|
0.05
|
|
Tilted
|
0.12
|
0.86
|
0.19
|
|
Others
|
0.01
|
0.01
|
0.76
|
|
Total
|
100%
|
100%
|
100%
|
Anion O
Column
Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

Lasso(2)

Lasso(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8135593
|
0.8965517
|
0.9122807
|
0.9137931
|
0.9122807
|
0.8896931
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
120
|
15
|
2
|
|
Tilted
|
10
|
126
|
3
|
|
Others
|
2
|
0
|
11
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.91
|
0.11
|
0.12
|
|
Tilted
|
0.08
|
0.89
|
0.19
|
|
Others
|
0.02
|
0
|
0.69
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.779661
|
0.8793103
|
0.8947368
|
0.8793103
|
0.8947368
|
0.8655511
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
115
|
15
|
2
|
|
Tilted
|
15
|
126
|
5
|
|
Others
|
2
|
0
|
9
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.87
|
0.11
|
0.12
|
|
Tilted
|
0.11
|
0.89
|
0.31
|
|
Others
|
0.02
|
0
|
0.56
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7966102
|
0.8965517
|
0.877193
|
0.8793103
|
0.8947368
|
0.8688804
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
117
|
18
|
2
|
|
Tilted
|
13
|
123
|
3
|
|
Others
|
2
|
0
|
11
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.89
|
0.13
|
0.12
|
|
Tilted
|
0.1
|
0.87
|
0.19
|
|
Others
|
0.02
|
0
|
0.69
|
|
Total
|
100%
|
100%
|
100%
|
Anion F
Column
Ridge(1)

Ridge(2)

LASSO(1)

Lasso(2)

Elastic Net(1)

Elastic Net(2)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7272727
|
0.5454545
|
0.8333333
|
0.5555556
|
1
|
0.7323232
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
37
|
10
|
3
|
|
Tilted
|
1
|
0
|
0
|
|
Others
|
0
|
0
|
4
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.97
|
1
|
0.43
|
|
Tilted
|
0.03
|
0
|
0
|
|
Others
|
0
|
0
|
0.57
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8181818
|
0.7272727
|
0.8333333
|
0.5555556
|
1
|
0.7868687
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
38
|
8
|
3
|
|
Tilted
|
0
|
2
|
0
|
|
Others
|
0
|
0
|
4
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
1
|
0.8
|
0.43
|
|
Tilted
|
0
|
0.2
|
0
|
|
Others
|
0
|
0
|
0.57
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7272727
|
0.7272727
|
0.9166667
|
0.5555556
|
1
|
0.7853535
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
36
|
6
|
3
|
|
Tilted
|
2
|
4
|
0
|
|
Others
|
0
|
0
|
4
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.95
|
0.6
|
0.43
|
|
Tilted
|
0.05
|
0.4
|
0
|
|
Others
|
0
|
0
|
0.57
|
|
Total
|
100%
|
100%
|
100%
|